Consider a system where a particle is placed in a uniform gravitational field $\vec{F} = -mg\,\vec{e}_{z}$. The dynamics of this are clearly invariant under translations. When we take $z\rightarrow z+a$ for any constant $a$, the force law stays the same, and the dynamics don't change at all.
The corresponding Lagrangian is $$ L = \frac{1}{2}m(\dot{x}^{2}+\dot{y}^{2}+\dot{z}^{2}) - mgz. $$ The Lagrangian $L$ and the action $S = \int_{t_{0}}^{t_{1}} L\, dt$ both fail to be invariant under translations $z\rightarrow z + a$ (they end up differing by constants under this transformation).
Moreover, we find that the $z$-component of the momentum of the particle $p_{z} = m\dot{z}$ is not conserved. Under the gravitational force, the momentum is constantly gained downward at a rate $\dot{p}_{z} = -mg$.
Why is it that
in the Newtonian framework, everything seems translation invariant, yet
in the Lagrangian framework we don't seem to have translation invariance, and
momentum is not conserved?
How are statements (1), (2), (3) reconciled with each other?